My Data Profile

Dataset statistics

Number of variables	15
Number of observations	726498
Missing cells	1129255
Missing cells (%)	10.4%
Duplicate rows	79
Duplicate rows (%)	< 0.1%
Total size in memory	83.1 MiB
Average record size in memory	120.0 B

Variable types

Numeric	10
Text	4
DateTime	1

Alerts

Dataset has 79 (< 0.1%) duplicate rows	Duplicates
`Active` is highly overall correlated with `Confirmed` and 1 other fields	High correlation
`Case_Fatality_Ratio` is highly overall correlated with `letalidad`	High correlation
`Confirmed` is highly overall correlated with `Active` and 2 other fields	High correlation
`Deaths` is highly overall correlated with `Active` and 1 other fields	High correlation
`Incident_Rate` is highly overall correlated with `Recovered`	High correlation
`Long_` is highly overall correlated with `Recovered`	High correlation
`Recovered` is highly overall correlated with `Confirmed` and 2 other fields	High correlation
`letalidad` is highly overall correlated with `Case_Fatality_Ratio`	High correlation
`FIPS` has 135366 (18.6%) missing values	Missing
`Admin2` has 134461 (18.5%) missing values	Missing
`Province_State` has 32379 (4.5%) missing values	Missing
`Lat` has 16276 (2.2%) missing values	Missing
`Long_` has 16276 (2.2%) missing values	Missing
`Recovered` has 380080 (52.3%) missing values	Missing
`Active` has 380080 (52.3%) missing values	Missing
`Incident_Rate` has 16276 (2.2%) missing values	Missing
`Case_Fatality_Ratio` has 8394 (1.2%) missing values	Missing
`letalidad` has 9667 (1.3%) missing values	Missing
`Active` is highly skewed (γ1 = 27.11903144)	Skewed
`Case_Fatality_Ratio` is highly skewed (γ1 = 71.75668861)	Skewed
`letalidad` is highly skewed (γ1 = 67.82994021)	Skewed
`Confirmed` has 9667 (1.3%) zeros	Zeros
`Deaths` has 42270 (5.8%) zeros	Zeros
`Recovered` has 236816 (32.6%) zeros	Zeros
`Active` has 12273 (1.7%) zeros	Zeros
`Case_Fatality_Ratio` has 35337 (4.9%) zeros	Zeros
`letalidad` has 33824 (4.7%) zeros	Zeros

Reproduction

Analysis started	2025-11-26 01:30:22.891037
Analysis finished	2025-11-26 01:31:07.634120
Duration	44.74 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

FIPS
Real number (ℝ)

Missing

Distinct	3266
Distinct (%)	0.6%
Missing	135366
Missing (%)	18.6%
Infinite	0
Infinite (%)	0.0%
Mean	32400.145

Minimum	66
Maximum	99999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.5 MiB

Quantile statistics

Minimum	66
5-th percentile	5097
Q1	19049
median	30067
Q3	47041
95-th percentile	56009
Maximum	99999
Range	99933
Interquartile range (IQR)	27992

Descriptive statistics

Standard deviation	18029.785
Coefficient of variation (CV)	0.55647236
Kurtosis	0.44926457
Mean	32400.145
Median Absolute Deviation (MAD)	12904
Skewness	0.57306015
Sum	1.9152763 × 10¹⁰
Variance	3.2507316 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39163	181	< 0.1%
39165	181	< 0.1%
39167	181	< 0.1%
39169	181	< 0.1%
39171	181	< 0.1%
39173	181	< 0.1%
39175	181	< 0.1%
40001	181	< 0.1%
40003	181	< 0.1%
40005	181	< 0.1%
Other values (3256)	589322	81.1%
(Missing)	135366	18.6%

Value	Count	Frequency (%)
66	181	< 0.1%
69	181	< 0.1%
78	181	< 0.1%
1001	181	< 0.1%
1003	181	< 0.1%
1005	181	< 0.1%
1007	181	< 0.1%
1009	181	< 0.1%
1011	181	< 0.1%
1013	181	< 0.1%

Value	Count	Frequency (%)
99999	181	< 0.1%
90056	181	< 0.1%
90055	181	< 0.1%
90054	181	< 0.1%
90053	181	< 0.1%
90051	181	< 0.1%
90050	181	< 0.1%
90049	181	< 0.1%
90048	181	< 0.1%
90047	181	< 0.1%

Admin2
Text

Missing

Distinct	1926
Distinct (%)	0.3%
Missing	134461
Missing (%)	18.5%
Memory size	5.5 MiB

Length

Max length	41
Median length	35
Mean length	7.1445602
Min length	3

Characters and Unicode

Total characters	4229844
Distinct characters	57
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Autauga
2nd row	Baldwin
3rd row	Barbour
4th row	Bibb
5th row	Blount

Value	Count	Frequency (%)
unassigned	9231	1.4%
washington	5430	0.8%
jefferson	5068	0.8%
franklin	4706	0.7%
st	4706	0.7%
lincoln	4344	0.7%
jackson	4344	0.7%
san	3801	0.6%
madison	3620	0.6%
of	3425	0.5%
Other values (1951)	594738	92.4%

Most occurring characters

Value	Count	Frequency (%)
a	423540	10.0%
e	402001	9.5%
n	359828	8.5%
o	320356	7.6%
r	280550	6.6%
l	234576	5.5%
i	226069	5.3%
s	200186	4.7%
t	188226	4.4%
u	108043	2.6%
Other values (47)	1486469	35.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4229844	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	423540	10.0%
e	402001	9.5%
n	359828	8.5%
o	320356	7.6%
r	280550	6.6%
l	234576	5.5%
i	226069	5.3%
s	200186	4.7%
t	188226	4.4%
u	108043	2.6%
Other values (47)	1486469	35.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4229844	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	423540	10.0%
e	402001	9.5%
n	359828	8.5%
o	320356	7.6%
r	280550	6.6%
l	234576	5.5%
i	226069	5.3%
s	200186	4.7%
t	188226	4.4%
u	108043	2.6%
Other values (47)	1486469	35.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4229844	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	423540	10.0%
e	402001	9.5%
n	359828	8.5%
o	320356	7.6%
r	280550	6.6%
l	234576	5.5%
i	226069	5.3%
s	200186	4.7%
t	188226	4.4%
u	108043	2.6%
Other values (47)	1486469	35.1%

Province_State
Text

Missing

Distinct	597
Distinct (%)	0.1%
Missing	32379
Missing (%)	4.5%
Memory size	5.5 MiB

Length

Max length	44
Median length	32
Mean length	8.5293617
Min length	3

Characters and Unicode

Total characters	5920392
Distinct characters	60
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Australian Capital Territory
2nd row	New South Wales
3rd row	Northern Territory
4th row	Queensland
5th row	South Australia

Value	Count	Frequency (%)
texas	46155	5.5%
virginia	34390	4.1%
georgia	29141	3.5%
north	28236	3.4%
carolina	26788	3.2%
new	24254	2.9%
kentucky	21901	2.6%
dakota	21901	2.6%
missouri	21177	2.5%
south	20996	2.5%
Other values (660)	566691	67.3%

Most occurring characters

Value	Count	Frequency (%)
a	790031	13.3%
i	589153	10.0%
n	475650	8.0%
o	464084	7.8%
s	447764	7.6%
e	356389	6.0%
r	315483	5.3%
t	213397	3.6%
l	204345	3.5%
	147511	2.5%
Other values (50)	1916585	32.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5920392	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	790031	13.3%
i	589153	10.0%
n	475650	8.0%
o	464084	7.8%
s	447764	7.6%
e	356389	6.0%
r	315483	5.3%
t	213397	3.6%
l	204345	3.5%
	147511	2.5%
Other values (50)	1916585	32.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5920392	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	790031	13.3%
i	589153	10.0%
n	475650	8.0%
o	464084	7.8%
s	447764	7.6%
e	356389	6.0%
r	315483	5.3%
t	213397	3.6%
l	204345	3.5%
	147511	2.5%
Other values (50)	1916585	32.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5920392	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	790031	13.3%
i	589153	10.0%
n	475650	8.0%
o	464084	7.8%
s	447764	7.6%
e	356389	6.0%
r	315483	5.3%
t	213397	3.6%
l	204345	3.5%
	147511	2.5%
Other values (50)	1916585	32.4%

Country_Region
Text

Distinct	201
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.5 MiB

Length

Max length	32
Median length	2
Mean length	2.914114
Min length	2

Characters and Unicode

Total characters	2117098
Distinct characters	60
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Afghanistan
2nd row	Albania
3rd row	Algeria
4th row	Andorra
5th row	Angola

Value	Count	Frequency (%)
us	593123	80.1%
russia	15023	2.0%
japan	8869	1.2%
india	6697	0.9%
china	6154	0.8%
colombia	6154	0.8%
mexico	5973	0.8%
ukraine	5068	0.7%
brazil	4887	0.7%
peru	4706	0.6%
Other values (225)	83419	11.3%

Most occurring characters

Value	Count	Frequency (%)
S	605793	28.6%
U	602354	28.5%
a	145683	6.9%
i	96071	4.5%
n	76541	3.6%
e	62604	3.0%
s	48126	2.3%
r	40703	1.9%
o	37809	1.8%
l	37286	1.8%
Other values (50)	364128	17.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2117098	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	605793	28.6%
U	602354	28.5%
a	145683	6.9%
i	96071	4.5%
n	76541	3.6%
e	62604	3.0%
s	48126	2.3%
r	40703	1.9%
o	37809	1.8%
l	37286	1.8%
Other values (50)	364128	17.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2117098	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	605793	28.6%
U	602354	28.5%
a	145683	6.9%
i	96071	4.5%
n	76541	3.6%
e	62604	3.0%
s	48126	2.3%
r	40703	1.9%
o	37809	1.8%
l	37286	1.8%
Other values (50)	364128	17.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2117098	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	605793	28.6%
U	602354	28.5%
a	145683	6.9%
i	96071	4.5%
n	76541	3.6%
e	62604	3.0%
s	48126	2.3%
r	40703	1.9%
o	37809	1.8%
l	37286	1.8%
Other values (50)	364128	17.2%

Last_Update
Date

Distinct	201
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.5 MiB

Minimum	2020-08-04 02:27:56
Maximum	2021-07-01 04:21:19
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Lat
Real number (ℝ)

Missing

Distinct	3924
Distinct (%)	0.6%
Missing	16276
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	35.749866

Minimum	-71.9499
Maximum	71.7069
Zeros	0
Zeros (%)	0.0%
Negative	22623
Negative (%)	3.1%
Memory size	5.5 MiB

Quantile statistics

Minimum	-71.9499
5-th percentile	9.3373
Q1	33.200697
median	37.901449
Q3	42.183322
95-th percentile	49.448196
Maximum	71.7069
Range	143.6568
Interquartile range (IQR)	8.9826252

Descriptive statistics

Standard deviation	13.416706
Coefficient of variation (CV)	0.37529388
Kurtosis	9.8510168
Mean	35.749866
Median Absolute Deviation (MAD)	4.4823758
Skewness	-2.5033854
Sum	25390341
Variance	180.008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52.9399	362	< 0.1%
36.4017975	181	< 0.1%
36.41689489	181	< 0.1%
35.48665845	181	< 0.1%
35.20383864	181	< 0.1%
35.87147226	181	< 0.1%
34.98960527	181	< 0.1%
36.36880673	181	< 0.1%
35.78879266	181	< 0.1%
36.39728256	181	< 0.1%
Other values (3914)	708231	97.5%
(Missing)	16276	2.2%

Value	Count	Frequency (%)
-71.9499	181	< 0.1%
-52.368	181	< 0.1%
-51.7963	181	< 0.1%
-45.9864	181	< 0.1%
-42.8821	181	< 0.1%
-41.9198	181	< 0.1%
-40.9006	181	< 0.1%
-40.231	181	< 0.1%
-38.9489	181	< 0.1%
-38.4161	181	< 0.1%

Value	Count	Frequency (%)
71.7069	181	< 0.1%
70.2998	181	< 0.1%
69.31479216	181	< 0.1%
68.27557185	181	< 0.1%
68.0000418	181	< 0.1%
67.1471631	181	< 0.1%
67.04919196	181	< 0.1%
66.941626	181	< 0.1%
66.8309	181	< 0.1%
66.0006475	181	< 0.1%

Long_
Real number (ℝ)

High correlation Missing

Distinct	3915
Distinct (%)	0.6%
Missing	16276
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	-71.090433

Minimum	-178.1165
Maximum	178.065
Zeros	0
Zeros (%)	0.0%
Negative	624267
Negative (%)	85.9%
Memory size	5.5 MiB

Quantile statistics

Minimum	-178.1165
5-th percentile	-116.46302
Q1	-96.595639
median	-86.717326
Q3	-77.3579
95-th percentile	73.121219
Maximum	178.065
Range	356.1815
Interquartile range (IQR)	19.237739

Descriptive statistics

Standard deviation	55.327006
Coefficient of variation (CV)	-0.77826232
Kurtosis	5.2189961
Mean	-71.090433
Median Absolute Deviation (MAD)	9.6234762
Skewness	2.3699265
Sum	-50489990
Variance	3061.0775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-36.9541	362	< 0.1%
-75.5277	362	< 0.1%
-72.3311	362	< 0.1%
-73.6536	362	< 0.1%
-76.826	362	< 0.1%
-72.1416	362	< 0.1%
-74.03	362	< 0.1%
-70.812	362	< 0.1%
-101.7068	362	< 0.1%
-36.782	362	< 0.1%
Other values (3905)	706602	97.3%
(Missing)	16276	2.2%

Value	Count	Frequency (%)
-178.1165	179	< 0.1%
-175.1982	181	< 0.1%
-174.1596	181	< 0.1%
-172.1046	181	< 0.1%
-169.8672	181	< 0.1%
-168.734	181	< 0.1%
-164.0353804	181	< 0.1%
-163.3967883	181	< 0.1%
-162.8905196	181	< 0.1%
-161.9722021	181	< 0.1%

Value	Count	Frequency (%)
178.065	181	< 0.1%
177.6493	181	< 0.1%
174.886	181	< 0.1%
171.1845	181	< 0.1%
169.4900869	181	< 0.1%
166.9592	181	< 0.1%
166.9315	181	< 0.1%
165.618042	181	< 0.1%
160.1562	181	< 0.1%
160.0383819	181	< 0.1%

Confirmed
Real number (ℝ)

High correlation Zeros

Distinct	102277
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33495.735

Minimum	0
Maximum	6061404
Zeros	9667
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	5.5 MiB

Quantile statistics

Minimum	0
5-th percentile	165
Q1	1012
median	2819
Q3	11280
95-th percentile	111987.45
Maximum	6061404
Range	6061404
Interquartile range (IQR)	10268

Descriptive statistics

Standard deviation	184050.55
Coefficient of variation (CV)	5.4947458
Kurtosis	365.13131
Mean	33495.735
Median Absolute Deviation (MAD)	2292
Skewness	16.395751
Sum	2.4334585 × 10¹⁰
Variance	3.3874605 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9667	1.3%
1	748	0.1%
20	557	0.1%
54	503	0.1%
4	493	0.1%
53	450	0.1%
13	424	0.1%
267	407	0.1%
712	389	0.1%
49	376	0.1%
Other values (102267)	712484	98.1%

Value	Count	Frequency (%)
0	9667	1.3%
1	748	0.1%
2	233	< 0.1%
3	228	< 0.1%
4	493	0.1%
5	51	< 0.1%
6	22	< 0.1%
7	31	< 0.1%
8	374	0.1%
9	340	< 0.1%

Value	Count	Frequency (%)
6061404	1	< 0.1%
6051633	1	< 0.1%
6043548	1	< 0.1%
6036821	1	< 0.1%
6026847	1	< 0.1%
6017035	1	< 0.1%
6007431	1	< 0.1%
5997587	1	< 0.1%
5987521	1	< 0.1%
5979051	1	< 0.1%

Deaths
Real number (ℝ)

High correlation Zeros

Distinct	17344
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	743.00375

Minimum	0
Maximum	133398
Zeros	42270
Zeros (%)	5.8%
Negative	0
Negative (%)	0.0%
Memory size	5.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	16
median	50
Q3	175
95-th percentile	2760
Maximum	133398
Range	133398
Interquartile range (IQR)	159

Descriptive statistics

Standard deviation	4400.4862
Coefficient of variation (CV)	5.9225626
Kurtosis	356.94872
Mean	743.00375
Median Absolute Deviation (MAD)	43
Skewness	16.462356
Sum	5.3979074 × 10⁸
Variance	19364279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	42270	5.8%
2	11458	1.6%
3	10882	1.5%
1	10833	1.5%
12	9897	1.4%
4	9859	1.4%
6	9693	1.3%
9	9322	1.3%
7	9061	1.2%
11	8545	1.2%
Other values (17334)	594678	81.9%

Value	Count	Frequency (%)
0	42270	5.8%
1	10833	1.5%
2	11458	1.6%
3	10882	1.5%
4	9859	1.4%
5	8290	1.1%
6	9693	1.3%
7	9061	1.2%
8	8133	1.1%
9	9322	1.3%

Value	Count	Frequency (%)
133398	1	< 0.1%
133375	1	< 0.1%
133354	1	< 0.1%
133341	1	< 0.1%
133321	1	< 0.1%
133311	1	< 0.1%
133290	1	< 0.1%
133267	1	< 0.1%
133261	1	< 0.1%
133248	1	< 0.1%

Recovered
Real number (ℝ)

High correlation Missing Zeros

Distinct	59579
Distinct (%)	17.2%
Missing	380080
Missing (%)	52.3%
Infinite	0
Infinite (%)	0.0%
Mean	41452.59

Minimum	0
Maximum	5819901
Zeros	236816
Zeros (%)	32.6%
Negative	0
Negative (%)	0.0%
Memory size	5.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2057
95-th percentile	202525.75
Maximum	5819901
Range	5819901
Interquartile range (IQR)	2057

Descriptive statistics

Standard deviation	207937.25
Coefficient of variation (CV)	5.0162668
Kurtosis	199.39807
Mean	41452.59
Median Absolute Deviation (MAD)	0
Skewness	11.703451
Sum	1.4359923 × 10¹⁰
Variance	4.32379 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	236816	32.6%
1	495	0.1%
13	411	0.1%
4	391	0.1%
18	249	< 0.1%
7	209	< 0.1%
183	202	< 0.1%
98	202	< 0.1%
977	189	< 0.1%
699	189	< 0.1%
Other values (59569)	107065	14.7%
(Missing)	380080	52.3%

Value	Count	Frequency (%)
0	236816	32.6%
1	495	0.1%
2	150	< 0.1%
3	135	< 0.1%
4	391	0.1%
5	30	< 0.1%
6	11	< 0.1%
7	209	< 0.1%
8	182	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
5819901	1	< 0.1%
5809548	1	< 0.1%
5800925	1	< 0.1%
5790113	1	< 0.1%
5781551	1	< 0.1%
5772799	1	< 0.1%
5762661	1	< 0.1%
5753290	1	< 0.1%
5742258	1	< 0.1%
5733215	1	< 0.1%

Active
Real number (ℝ)

High correlation Missing Skewed Zeros

Distinct	54250
Distinct (%)	15.7%
Missing	380080
Missing (%)	52.3%
Infinite	0
Infinite (%)	0.0%
Mean	18336.113

Minimum	0
Maximum	5431304
Zeros	12273
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	5.5 MiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	616
median	2043
Q3	7588
95-th percentile	62870.35
Maximum	5431304
Range	5431304
Interquartile range (IQR)	6972

Descriptive statistics

Standard deviation	135814.83
Coefficient of variation (CV)	7.4069589
Kurtosis	855.29412
Mean	18336.113
Median Absolute Deviation (MAD)	1811
Skewness	27.119031
Sum	6.3519595 × 10⁹
Variance	1.8445669 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12273	1.7%
1	1339	0.2%
2	892	0.1%
3	696	0.1%
8	641	0.1%
4	623	0.1%
6	548	0.1%
5	441	0.1%
7	439	0.1%
10	437	0.1%
Other values (54240)	328089	45.2%
(Missing)	380080	52.3%

Value	Count	Frequency (%)
0	12273	1.7%
1	1339	0.2%
2	892	0.1%
3	696	0.1%
4	623	0.1%
5	441	0.1%
6	548	0.1%
7	439	0.1%
8	641	0.1%
9	419	0.1%

Value	Count	Frequency (%)
5431304	1	< 0.1%
5414549	1	< 0.1%
5400094	1	< 0.1%
5397788	1	< 0.1%
5384236	1	< 0.1%
5369608	1	< 0.1%
5364083	1	< 0.1%
5345820	1	< 0.1%
5327444	1	< 0.1%
5308000	1	< 0.1%

Combined_Key
Text

Distinct	4014
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	5.5 MiB

Length

Max length	60
Median length	45
Mean length	20.426023
Min length	4

Characters and Unicode

Total characters	14839465
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Afghanistan
2nd row	Albania
3rd row	Algeria
4th row	Andorra
5th row	Angola

Value	Count	Frequency (%)
us	593123	26.7%
texas	46517	2.1%
virginia	34571	1.6%
georgia	29322	1.3%
north	28960	1.3%
carolina	26969	1.2%
new	26245	1.2%
dakota	22263	1.0%
kentucky	21901	1.0%
south	21539	1.0%
Other values (2756)	1373525	61.7%

Most occurring characters

Value	Count	Frequency (%)
	1498437	10.1%
a	1359254	9.2%
,	1286880	8.7%
n	912019	6.1%
i	911293	6.1%
o	822249	5.5%
e	820994	5.5%
s	696076	4.7%
S	690487	4.7%
r	636736	4.3%
Other values (52)	5205040	35.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14839465	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1498437	10.1%
a	1359254	9.2%
,	1286880	8.7%
n	912019	6.1%
i	911293	6.1%
o	822249	5.5%
e	820994	5.5%
s	696076	4.7%
S	690487	4.7%
r	636736	4.3%
Other values (52)	5205040	35.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14839465	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1498437	10.1%
a	1359254	9.2%
,	1286880	8.7%
n	912019	6.1%
i	911293	6.1%
o	822249	5.5%
e	820994	5.5%
s	696076	4.7%
S	690487	4.7%
r	636736	4.3%
Other values (52)	5205040	35.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14839465	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1498437	10.1%
a	1359254	9.2%
,	1286880	8.7%
n	912019	6.1%
i	911293	6.1%
o	822249	5.5%
e	820994	5.5%
s	696076	4.7%
S	690487	4.7%
r	636736	4.3%
Other values (52)	5205040	35.1%

Incident_Rate
Real number (ℝ)

High correlation Missing

Distinct	484787
Distinct (%)	68.3%
Missing	16276
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	7995.4699

Minimum	0
Maximum	41459.613
Zeros	2830
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	5.5 MiB

Quantile statistics

Minimum	0
5-th percentile	444.90738
Q1	5563.7763
median	8479.8576
Q3	10608.422
95-th percentile	13638.52
Maximum	41459.613
Range	41459.613
Interquartile range (IQR)	5044.6461

Descriptive statistics

Standard deviation	3946.6369
Coefficient of variation (CV)	0.49360913
Kurtosis	0.97089128
Mean	7995.4699
Median Absolute Deviation (MAD)	2431.2277
Skewness	0.0065607373
Sum	5.6785586 × 10⁹
Variance	15575943
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2830	0.4%
0.3038509564	181	< 0.1%
43.69747899	181	< 0.1%
0.02741152929	181	< 0.1%
6.847790732	181	< 0.1%
3.790758633	181	< 0.1%
0.8521079871	181	< 0.1%
70.65889419	181	< 0.1%
0.3812028313	181	< 0.1%
3337.453646	181	< 0.1%
Other values (484777)	705763	97.1%
(Missing)	16276	2.2%

Value	Count	Frequency (%)
0	2830	0.4%
0.02741152929	181	< 0.1%
0.3038509564	181	< 0.1%
0.3416700834	66	< 0.1%
0.3812028313	181	< 0.1%
0.4871923796	9	< 0.1%
0.4893106073	48	< 0.1%
0.4935470628	3	< 0.1%
0.4956652905	20	< 0.1%
0.4977835183	8	< 0.1%

Value	Count	Frequency (%)
41459.61309	1	< 0.1%
41367.92885	1	< 0.1%
41111.21298	1	< 0.1%
41102.04456	5	< 0.1%
40918.67608	1	< 0.1%
40496.92858	4	< 0.1%
40414.41276	2	< 0.1%
40405.24434	3	< 0.1%
40396.07591	1	< 0.1%
39974.32841	1	< 0.1%

Case_Fatality_Ratio
Real number (ℝ)

High correlation Missing Skewed Zeros

Distinct	305215
Distinct (%)	42.5%
Missing	8394
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	2.6825172

Minimum	0
Maximum	4965.3061
Zeros	35337
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	5.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0.058685446
Q1	1.1510791
median	1.7356969
Q3	2.4649144
95-th percentile	4.0650407
Maximum	4965.3061
Range	4965.3061
Interquartile range (IQR)	1.3138353

Descriptive statistics

Standard deviation	41.759094
Coefficient of variation (CV)	15.56713
Kurtosis	5770.0481
Mean	2.6825172
Median Absolute Deviation (MAD)	0.64130565
Skewness	71.756689
Sum	1926326.4
Variance	1743.8219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35337	4.9%
1.886792453	618	0.1%
1.960784314	589	0.1%
1.923076923	473	0.1%
1.818181818	428	0.1%
2	419	0.1%
1.694915254	395	0.1%
2.777777778	378	0.1%
2.127659574	348	< 0.1%
1.639344262	346	< 0.1%
Other values (305205)	678773	93.4%
(Missing)	8394	1.2%

Value	Count	Frequency (%)
0	35337	4.9%
0.01483868233	1	< 0.1%
0.01484340211	1	< 0.1%
0.01484371687	3	< 0.1%
0.0148456057	1	< 0.1%
0.01484749502	1	< 0.1%
0.01484780995	3	< 0.1%
0.01484812489	2	< 0.1%
0.01484843985	2	< 0.1%
0.01485096001	1	< 0.1%

Value	Count	Frequency (%)
4965.306122	1	< 0.1%
4866	3	< 0.1%
4770.588235	5	< 0.1%
4590.566038	1	< 0.1%
4505.555556	3	< 0.1%
3425.352113	1	< 0.1%
3151.948052	1	< 0.1%
3076.712329	1	< 0.1%
3023.75	1	< 0.1%
3021.25	1	< 0.1%

letalidad
Real number (ℝ)

High correlation Missing Skewed Zeros

Distinct	306936
Distinct (%)	42.8%
Missing	9667
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	2.6607663

Minimum	0
Maximum	4975.5102
Zeros	33824
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	5.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0.12188929
Q1	1.1541525
median	1.7346054
Q3	2.4546833
95-th percentile	4.0682601
Maximum	4975.5102
Range	4975.5102
Interquartile range (IQR)	1.3005308

Descriptive statistics

Standard deviation	39.690771
Coefficient of variation (CV)	14.917045
Kurtosis	4968.6318
Mean	2.6607663
Median Absolute Deviation (MAD)	0.63397645
Skewness	67.82994
Sum	1907319.8
Variance	1575.3573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	33824	4.7%
1.886792453	597	0.1%
1.960784314	583	0.1%
1.818181818	415	0.1%
2.777777778	402	0.1%
2	398	0.1%
1.923076923	390	0.1%
2.325581395	378	0.1%
1.694915254	360	< 0.1%
1.351351351	355	< 0.1%
Other values (306926)	679129	93.5%
(Missing)	9667	1.3%

Value	Count	Frequency (%)
0	33824	4.7%
0.008479247043	1	< 0.1%
0.008481944062	1	< 0.1%
0.008482123924	3	< 0.1%
0.008483203258	1	< 0.1%
0.008484282866	1	< 0.1%
0.008484462827	3	< 0.1%
0.008484642797	2	< 0.1%
0.008484822773	2	< 0.1%
0.008486262862	1	< 0.1%

Value	Count	Frequency (%)
4975.510204	1	< 0.1%
4615.09434	1	< 0.1%
4529.62963	1	< 0.1%
4505.555556	2	< 0.1%
3425.352113	1	< 0.1%
3151.948052	1	< 0.1%
3076.712329	1	< 0.1%
3023.75	1	< 0.1%
3021.25	1	< 0.1%
3011.25	1	< 0.1%

	Active	Case_Fatality_Ratio	Confirmed	Deaths	FIPS	Incident_Rate	Lat	Long_	Recovered	letalidad
Active	1.000	0.156	0.787	0.730	-0.109	0.220	0.045	0.023	0.012	0.149
Case_Fatality_Ratio	0.156	1.000	0.043	0.341	-0.096	0.120	-0.112	-0.006	0.023	0.994
Confirmed	0.787	0.043	1.000	0.918	-0.100	-0.036	-0.059	0.370	0.517	0.040
Deaths	0.730	0.341	0.918	1.000	-0.146	0.006	-0.090	0.325	0.476	0.343
FIPS	-0.109	-0.096	-0.100	-0.146	1.000	-0.112	0.022	0.133	NaN	-0.103
Incident_Rate	0.220	0.120	-0.036	0.006	-0.112	1.000	0.081	-0.422	-0.521	0.114
Lat	0.045	-0.112	-0.059	-0.090	0.022	0.081	1.000	-0.173	-0.131	-0.111
Long_	0.023	-0.006	0.370	0.325	0.133	-0.422	-0.173	1.000	0.710	0.001
Recovered	0.012	0.023	0.517	0.476	NaN	-0.521	-0.131	0.710	1.000	0.019
letalidad	0.149	0.994	0.040	0.343	-0.103	0.114	-0.111	0.001	0.019	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	FIPS	Admin2	Province_State	Country_Region	Last_Update	Lat	Long_	Confirmed	Deaths	Recovered	Active	Combined_Key	Incident_Rate	Case_Fatality_Ratio	letalidad
0	NaN	NaN	NaN	Afghanistan	2021-01-02 05:22:33	33.93911	67.709953	52513	2201	41727.0	8585.0	Afghanistan	134.896578	4.191343	4.191343
1	NaN	NaN	NaN	Albania	2021-01-02 05:22:33	41.15330	20.168300	58316	1181	33634.0	23501.0	Albania	2026.409062	2.025173	2.025173
2	NaN	NaN	NaN	Algeria	2021-01-02 05:22:33	28.03390	1.659600	99897	2762	67395.0	29740.0	Algeria	227.809861	2.764848	2.764848
3	NaN	NaN	NaN	Andorra	2021-01-02 05:22:33	42.50630	1.521800	8117	84	7463.0	570.0	Andorra	10505.403482	1.034865	1.034865
4	NaN	NaN	NaN	Angola	2021-01-02 05:22:33	-11.20270	17.873900	17568	405	11146.0	6017.0	Angola	53.452981	2.305328	2.305328
5	NaN	NaN	NaN	Antigua and Barbuda	2021-01-02 05:22:33	17.06080	-61.796400	159	5	148.0	6.0	Antigua and Barbuda	162.364186	3.144654	3.144654
6	NaN	NaN	NaN	Argentina	2021-01-02 05:22:33	-38.41610	-63.616700	1629594	43319	1426676.0	159599.0	Argentina	3605.633332	2.658269	2.658269
7	NaN	NaN	NaN	Armenia	2021-01-02 05:22:33	40.06910	45.038200	159738	2828	143355.0	13555.0	Armenia	5390.664389	1.770399	1.770399
8	NaN	NaN	Australian Capital Territory	Australia	2021-01-02 05:22:33	-35.47350	149.012400	118	3	114.0	1.0	Australian Capital Territory, Australia	27.563653	2.542373	2.542373
9	NaN	NaN	New South Wales	Australia	2021-01-02 05:22:33	-33.86880	151.209300	4947	54	0.0	4893.0	New South Wales, Australia	60.938655	1.091571	1.091571

	FIPS	Admin2	Province_State	Country_Region	Last_Update	Lat	Long_	Confirmed	Deaths	Combined_Key	letalidad
726488	NaN	NaN	NaN	Winter Olympics 2022	2021-07-01 04:21:19	39.904200	116.40740	0	0	Winter Olympics 2022	<NA>
726489	NaN	NaN	NaN	Antarctica	2021-07-01 04:21:19	-71.949900	23.34700	0	0	Antarctica	<NA>
726490	NaN	NaN	Jersey	United Kingdom	2021-07-01 04:21:19	49.213800	-2.13580	3493	69	Jersey, United Kingdom	1.975379
726491	NaN	NaN	Guernsey	United Kingdom	2021-07-01 04:21:19	49.448196	-2.58949	837	17	Guernsey, United Kingdom	2.031063
726492	NaN	NaN	NaN	Korea, North	2021-07-01 04:21:19	40.339900	127.51010	0	0	Korea, North	<NA>
726493	NaN	NaN	Unknown	Ukraine	2021-07-01 04:21:19	NaN	NaN	0	0	Unknown, Ukraine	<NA>
726494	NaN	NaN	NaN	Nauru	2021-07-01 04:21:19	-0.522800	166.93150	0	0	Nauru	<NA>
726495	NaN	NaN	Niue	New Zealand	2021-07-01 04:21:19	-19.054400	-169.86720	0	0	Niue, New Zealand	<NA>
726496	NaN	NaN	NaN	Tuvalu	2021-07-01 04:21:19	-7.109500	177.64930	0	0	Tuvalu	<NA>
726497	NaN	NaN	Pitcairn Islands	United Kingdom	2021-07-01 04:21:19	-24.376800	-128.32420	0	0	Pitcairn Islands, United Kingdom	<NA>

Most frequently occurring

	FIPS	Admin2	Province_State	Country_Region	Last_Update	Lat	Long_	Confirmed	Deaths	Recovered	Active	Combined_Key	Incident_Rate	Case_Fatality_Ratio	letalidad	# duplicates
73	NaN	NaN	Diamond Princess	Canada	2020-12-21 13:27:30	NaN	NaN	0	1	0.0	0.0	Diamond Princess, Canada	NaN	NaN	NaN	181
74	NaN	NaN	Grand Princess	Canada	2020-12-21 13:27:30	NaN	NaN	13	0	13.0	0.0	Grand Princess, Canada	NaN	0.000000	0.000000	181
45	80001.0	Out of AL	Alabama	US	2020-12-21 13:27:30	NaN	NaN	0	0	NaN	NaN	Out of AL, Alabama, US	NaN	NaN	NaN	116
53	80023.0	Out of ME	Maine	US	2020-08-07 22:34:20	NaN	NaN	0	0	NaN	NaN	Out of ME, Maine, US	NaN	NaN	NaN	116
55	88888.0	NaN	Diamond Princess	US	2020-08-04 02:27:56	NaN	NaN	49	0	NaN	NaN	Diamond Princess, US	NaN	0.000000	0.000000	116
57	90001.0	Unassigned	Alabama	US	2020-12-21 13:27:30	NaN	NaN	0	0	NaN	NaN	Unassigned, Alabama, US	NaN	NaN	NaN	116
66	90032.0	Unassigned	Nevada	US	2021-01-24 23:22:19	NaN	NaN	0	0	NaN	NaN	Unassigned, Nevada, US	NaN	NaN	NaN	116
69	90051.0	Unassigned	Virginia	US	2020-12-21 13:27:30	NaN	NaN	0	0	NaN	NaN	Unassigned, Virginia, US	NaN	NaN	NaN	116
71	99999.0	NaN	Grand Princess	US	2020-08-04 02:27:56	NaN	NaN	103	3	NaN	NaN	Grand Princess, US	NaN	2.912621	2.912621	116
72	NaN	NaN	Bonaire, Sint Eustatius and Saba	Netherlands	2021-01-08 23:22:27	12.1784	-68.2385	196	3	180.0	13.0	Bonaire, Sint Eustatius and Saba, Netherlands	747.492468	1.530612	1.530612	110

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring